Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 338592 |
| Missing cells | 2614518 |
| Missing cells (%) | 38.6% |
| Duplicate rows | 309470 |
| Duplicate rows (%) | 91.4% |
| Total size in memory | 51.7 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 12 |
| Dataset has 309470 (91.4%) duplicate rows | Duplicates |
PaySanrenpukuNinki3 is highly correlated with PaySanrentanKumi1 and 12 other fields | High correlation |
PaySanrentanKumi1 is highly correlated with PaySanrenpukuNinki3 and 3 other fields | High correlation |
PaySanrentanPay1 is highly correlated with PaySanrenpukuNinki3 and 4 other fields | High correlation |
PaySanrentanNinki1 is highly correlated with PaySanrenpukuNinki3 and 4 other fields | High correlation |
PaySanrentanKumi2 is highly correlated with PaySanrenpukuNinki3 and 3 other fields | High correlation |
PaySanrentanPay2 is highly correlated with PaySanrenpukuNinki3 and 4 other fields | High correlation |
PaySanrentanNinki2 is highly correlated with PaySanrenpukuNinki3 and 4 other fields | High correlation |
PaySanrentanKumi3 is highly correlated with PaySanrenpukuNinki3 and 12 other fields | High correlation |
PaySanrentanPay3 is highly correlated with PaySanrenpukuNinki3 and 12 other fields | High correlation |
PaySanrentanNinki3 is highly correlated with PaySanrenpukuNinki3 and 12 other fields | High correlation |
YoubiCD is highly correlated with PaySanrenpukuNinki3 and 3 other fields | High correlation |
JyuryoCD is highly correlated with PaySanrenpukuNinki3 and 3 other fields | High correlation |
Kyori is highly correlated with PaySanrenpukuNinki3 and 3 other fields | High correlation |
TrackCD is highly correlated with PaySanrenpukuNinki3 and 3 other fields | High correlation |
KyoriBefore is highly correlated with PaySanrentanPay3 and 4 other fields | High correlation |
PaySanrentanPay3 is highly correlated with KyoriBefore and 6 other fields | High correlation |
JyuryoCD is highly correlated with PaySanrentanPay3 and 3 other fields | High correlation |
PaySanrentanKumi3 is highly correlated with KyoriBefore and 6 other fields | High correlation |
PaySanrenpukuNinki3 is highly correlated with KyoriBefore and 6 other fields | High correlation |
PaySanrentanNinki3 is highly correlated with KyoriBefore and 6 other fields | High correlation |
KigoCD is highly correlated with PaySanrentanPay3 and 3 other fields | High correlation |
GradeCD is highly correlated with KyoriBefore and 4 other fields | High correlation |
PaySanrenpukuNinki3 has 338561 (> 99.9%) missing values | Missing |
PaySanrentanKumi2 has 336583 (99.4%) missing values | Missing |
PaySanrentanPay2 has 336583 (99.4%) missing values | Missing |
PaySanrentanNinki2 has 336583 (99.4%) missing values | Missing |
PaySanrentanKumi3 has 338561 (> 99.9%) missing values | Missing |
PaySanrentanPay3 has 338561 (> 99.9%) missing values | Missing |
PaySanrentanNinki3 has 338561 (> 99.9%) missing values | Missing |
GradeCD has 250525 (74.0%) missing values | Missing |
TokuNum has 322947 (95.4%) zeros | Zeros |
Nkai has 322947 (95.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-04-07 13:01:14.704497 |
|---|---|
| Analysis finished | 2021-04-07 13:02:20.931285 |
| Duration | 1 minute and 6.23 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 338561 |
| Missing (%) | > 99.9% |
| Memory size | 2.6 MiB |
| 4.0 | |
|---|---|
| 3.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 93 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
| Value | Count | Frequency (%) |
| 4.0 | 18 | < 0.1% |
| 3.0 | 13 | < 0.1% |
| (Missing) | 338561 |
| Value | Count | Frequency (%) |
| 4.0 | 18 | |
| 3.0 | 13 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 31 | |
| 0 | 31 | |
| 4 | 18 | |
| 3 | 13 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 62 | |
| Other Punctuation | 31 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 31 | |
| 4 | 18 | |
| 3 | 13 |
| Value | Count | Frequency (%) |
| . | 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 93 |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 31 | |
| 0 | 31 | |
| 4 | 18 | |
| 3 | 13 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 93 |
Most frequent character per block
| Value | Count | Frequency (%) |
| . | 31 | |
| 0 | 31 | |
| 4 | 18 | |
| 3 | 13 |
| Distinct | 3997 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80047.02295 |
|---|---|
| Minimum | 10203 |
| Maximum | 181716 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 10203 |
|---|---|
| 5-th percentile | 11103 |
| Q1 | 40902 |
| median | 80401 |
| Q3 | 120106 |
| 95-th percentile | 151614 |
| Maximum | 181716 |
| Range | 171513 |
| Interquartile range (IQR) | 79204 |
Descriptive statistics
| Standard deviation | 44893.62243 |
|---|---|
| Coefficient of variation (CV) | 0.5608406257 |
| Kurtosis | -1.025950167 |
| Mean | 80047.02295 |
| Median Absolute Deviation (MAD) | 39589 |
| Skewness | 0.184188325 |
| Sum | 2.710328159 × 1010 |
| Variance | 2015437335 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 20301 | 369 | 0.1% |
| 20104 | 323 | 0.1% |
| 40601 | 318 | 0.1% |
| 40502 | 302 | 0.1% |
| 10402 | 302 | 0.1% |
| 10503 | 300 | 0.1% |
| 10306 | 296 | 0.1% |
| 80709 | 294 | 0.1% |
| 40605 | 289 | 0.1% |
| 30602 | 287 | 0.1% |
| Other values (3987) | 335512 |
| Value | Count | Frequency (%) |
| 10203 | 225 | |
| 10204 | 237 | |
| 10205 | 167 | |
| 10206 | 208 | |
| 10207 | 190 |
| Value | Count | Frequency (%) |
| 181716 | 16 | < 0.1% |
| 181715 | 13 | < 0.1% |
| 181714 | 56 | |
| 181710 | 46 | |
| 181709 | 14 | < 0.1% |
| Distinct | 13586 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 158448.6548 |
|---|---|
| Minimum | 430 |
| Maximum | 27929360 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 430 |
|---|---|
| 5-th percentile | 3280 |
| Q1 | 11350 |
| median | 31970 |
| Q3 | 103710 |
| 95-th percentile | 637510 |
| Maximum | 27929360 |
| Range | 27928930 |
| Interquartile range (IQR) | 92360 |
Descriptive statistics
| Standard deviation | 570696.2805 |
|---|---|
| Coefficient of variation (CV) | 3.601774223 |
| Kurtosis | 462.8865925 |
| Mean | 158448.6548 |
| Median Absolute Deviation (MAD) | 25530 |
| Skewness | 15.98290073 |
| Sum | 5.364944692 × 1010 |
| Variance | 3.256942446 × 1011 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 4360 | 198 | 0.1% |
| 4700 | 192 | 0.1% |
| 5650 | 184 | 0.1% |
| 4450 | 184 | 0.1% |
| 4510 | 180 | 0.1% |
| 5170 | 180 | 0.1% |
| 5310 | 178 | 0.1% |
| 3220 | 177 | 0.1% |
| 4010 | 176 | 0.1% |
| 10370 | 171 | 0.1% |
| Other values (13576) | 336772 |
| Value | Count | Frequency (%) |
| 430 | 20 | |
| 450 | 8 | < 0.1% |
| 470 | 4 | < 0.1% |
| 480 | 17 | |
| 500 | 9 |
| Value | Count | Frequency (%) |
| 27929360 | 10 | |
| 22946150 | 12 | |
| 21802320 | 10 | |
| 19507010 | 12 | |
| 12995280 | 13 |
| Distinct | 1894 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 256.3821709 |
|---|---|
| Minimum | 1 |
| Maximum | 4602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 93 |
| Q3 | 296 |
| 95-th percentile | 1102 |
| Maximum | 4602 |
| Range | 4601 |
| Interquartile range (IQR) | 272 |
Descriptive statistics
| Standard deviation | 415.8957262 |
|---|---|
| Coefficient of variation (CV) | 1.622171014 |
| Kurtosis | 14.27120811 |
| Mean | 256.3821709 |
| Median Absolute Deviation (MAD) | 83 |
| Skewness | 3.257022375 |
| Sum | 86808952 |
| Variance | 172969.2551 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6985 | 2.1% |
| 2 | 6565 | 1.9% |
| 3 | 5353 | 1.6% |
| 4 | 5081 | 1.5% |
| 5 | 4638 | 1.4% |
| 7 | 4146 | 1.2% |
| 6 | 3846 | 1.1% |
| 9 | 3748 | 1.1% |
| 8 | 3681 | 1.1% |
| 10 | 3632 | 1.1% |
| Other values (1884) | 290917 |
| Value | Count | Frequency (%) |
| 1 | 6985 | |
| 2 | 6565 | |
| 3 | 5353 | |
| 4 | 5081 | |
| 5 | 4638 |
| Value | Count | Frequency (%) |
| 4602 | 17 | |
| 4471 | 10 | |
| 4071 | 14 | |
| 3851 | 12 | |
| 3782 | 18 |
| Distinct | 164 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 336583 |
| Missing (%) | 99.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81173.19512 |
|---|---|
| Minimum | 10307 |
| Maximum | 181702 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 10307 |
|---|---|
| 5-th percentile | 11412.6 |
| Q1 | 41503 |
| median | 80410 |
| Q3 | 110805 |
| 95-th percentile | 151309 |
| Maximum | 181702 |
| Range | 171395 |
| Interquartile range (IQR) | 69302 |
Descriptive statistics
| Standard deviation | 42835.73805 |
|---|---|
| Coefficient of variation (CV) | 0.5277079212 |
| Kurtosis | -0.7256813881 |
| Mean | 81173.19512 |
| Median Absolute Deviation (MAD) | 30395 |
| Skewness | 0.2526079037 |
| Sum | 163076949 |
| Variance | 1834900455 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 110805 | 28 | < 0.1% |
| 110602 | 26 | < 0.1% |
| 80212 | 24 | < 0.1% |
| 131415 | 18 | < 0.1% |
| 181014 | 18 | < 0.1% |
| 81804 | 18 | < 0.1% |
| 41418 | 17 | < 0.1% |
| 70504 | 17 | < 0.1% |
| 81607 | 17 | < 0.1% |
| 21107 | 17 | < 0.1% |
| Other values (154) | 1809 | 0.5% |
| (Missing) | 336583 |
| Value | Count | Frequency (%) |
| 10307 | 10 | |
| 10403 | 8 | |
| 10607 | 13 | |
| 10608 | 11 | |
| 10711 | 14 |
| Value | Count | Frequency (%) |
| 181702 | 17 | |
| 181014 | 18 | |
| 171308 | 16 | |
| 161303 | 13 | |
| 161112 | 12 |
| Distinct | 162 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 336583 |
| Missing (%) | 99.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91717.59084 |
|---|---|
| Minimum | 530 |
| Maximum | 1738760 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 530 |
|---|---|
| 5-th percentile | 2790 |
| Q1 | 7790 |
| median | 23570 |
| Q3 | 70150 |
| 95-th percentile | 474300 |
| Maximum | 1738760 |
| Range | 1738230 |
| Interquartile range (IQR) | 62360 |
Descriptive statistics
| Standard deviation | 221911.2627 |
|---|---|
| Coefficient of variation (CV) | 2.419506015 |
| Kurtosis | 24.90932199 |
| Mean | 91717.59084 |
| Median Absolute Deviation (MAD) | 17910 |
| Skewness | 4.703103674 |
| Sum | 184260640 |
| Variance | 4.924460851 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 4210 | 42 | < 0.1% |
| 10280 | 26 | < 0.1% |
| 32000 | 21 | < 0.1% |
| 8750 | 18 | < 0.1% |
| 73430 | 18 | < 0.1% |
| 72920 | 18 | < 0.1% |
| 9840 | 17 | < 0.1% |
| 9910 | 17 | < 0.1% |
| 3420 | 17 | < 0.1% |
| 24290 | 17 | < 0.1% |
| Other values (152) | 1798 | 0.5% |
| (Missing) | 336583 |
| Value | Count | Frequency (%) |
| 530 | 4 | |
| 580 | 5 | |
| 590 | 8 | |
| 620 | 7 | |
| 850 | 6 |
| Value | Count | Frequency (%) |
| 1738760 | 8 | |
| 1400230 | 14 | |
| 1268270 | 15 | |
| 760340 | 16 | |
| 676080 | 16 |
| Distinct | 134 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 336583 |
| Missing (%) | 99.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.8760577 |
|---|---|
| Minimum | 1 |
| Maximum | 3404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 37 |
| median | 141 |
| Q3 | 369 |
| 95-th percentile | 1227 |
| Maximum | 3404 |
| Range | 3403 |
| Interquartile range (IQR) | 332 |
Descriptive statistics
| Standard deviation | 517.3715154 |
|---|---|
| Coefficient of variation (CV) | 1.587632792 |
| Kurtosis | 14.89011922 |
| Mean | 325.8760577 |
| Median Absolute Deviation (MAD) | 119 |
| Skewness | 3.45410245 |
| Sum | 654685 |
| Variance | 267673.2849 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 44 | < 0.1% |
| 13 | 44 | < 0.1% |
| 113 | 39 | < 0.1% |
| 21 | 30 | < 0.1% |
| 22 | 29 | < 0.1% |
| 53 | 28 | < 0.1% |
| 127 | 28 | < 0.1% |
| 17 | 27 | < 0.1% |
| 68 | 26 | < 0.1% |
| 28 | 26 | < 0.1% |
| Other values (124) | 1688 | 0.5% |
| (Missing) | 336583 |
| Value | Count | Frequency (%) |
| 1 | 22 | |
| 2 | 13 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 24 | |
| 6 | 44 |
| Value | Count | Frequency (%) |
| 3404 | 16 | |
| 3053 | 16 | |
| 1963 | 15 | |
| 1805 | 8 | |
| 1567 | 15 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 338561 |
| Missing (%) | > 99.9% |
| Memory size | 2.6 MiB |
| 81811.0 | |
|---|---|
| 60514.0 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 217 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 60514.0 |
|---|---|
| 2nd row | 60514.0 |
| 3rd row | 60514.0 |
| 4th row | 60514.0 |
| 5th row | 60514.0 |
| Value | Count | Frequency (%) |
| 81811.0 | 18 | < 0.1% |
| 60514.0 | 13 | < 0.1% |
| (Missing) | 338561 |
| Value | Count | Frequency (%) |
| 81811.0 | 18 | |
| 60514.0 | 13 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 0 | 44 | |
| 8 | 36 | |
| . | 31 | |
| 6 | 13 | 6.0% |
| 5 | 13 | 6.0% |
| 4 | 13 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 186 | |
| Other Punctuation | 31 | 14.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 0 | 44 | |
| 8 | 36 | |
| 6 | 13 | 7.0% |
| 5 | 13 | 7.0% |
| 4 | 13 | 7.0% |
| Value | Count | Frequency (%) |
| . | 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 217 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 0 | 44 | |
| 8 | 36 | |
| . | 31 | |
| 6 | 13 | 6.0% |
| 5 | 13 | 6.0% |
| 4 | 13 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 217 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 0 | 44 | |
| 8 | 36 | |
| . | 31 | |
| 6 | 13 | 6.0% |
| 5 | 13 | 6.0% |
| 4 | 13 | 6.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 338561 |
| Missing (%) | > 99.9% |
| Memory size | 2.6 MiB |
| 5410.0 | |
|---|---|
| 4620.0 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 186 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4620.0 |
|---|---|
| 2nd row | 4620.0 |
| 3rd row | 4620.0 |
| 4th row | 4620.0 |
| 5th row | 4620.0 |
| Value | Count | Frequency (%) |
| 5410.0 | 18 | < 0.1% |
| 4620.0 | 13 | < 0.1% |
| (Missing) | 338561 |
| Value | Count | Frequency (%) |
| 5410.0 | 18 | |
| 4620.0 | 13 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 4 | 31 | |
| . | 31 | |
| 5 | 18 | 9.7% |
| 1 | 18 | 9.7% |
| 6 | 13 | 7.0% |
| 2 | 13 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 155 | |
| Other Punctuation | 31 | 16.7% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 4 | 31 | |
| 5 | 18 | 11.6% |
| 1 | 18 | 11.6% |
| 6 | 13 | 8.4% |
| 2 | 13 | 8.4% |
| Value | Count | Frequency (%) |
| . | 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 186 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 4 | 31 | |
| . | 31 | |
| 5 | 18 | 9.7% |
| 1 | 18 | 9.7% |
| 6 | 13 | 7.0% |
| 2 | 13 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 186 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 4 | 31 | |
| . | 31 | |
| 5 | 18 | 9.7% |
| 1 | 18 | 9.7% |
| 6 | 13 | 7.0% |
| 2 | 13 | 7.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 338561 |
| Missing (%) | > 99.9% |
| Memory size | 2.6 MiB |
| 14.0 | |
|---|---|
| 26.0 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 124 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 26.0 |
|---|---|
| 2nd row | 26.0 |
| 3rd row | 26.0 |
| 4th row | 26.0 |
| 5th row | 26.0 |
| Value | Count | Frequency (%) |
| 14.0 | 18 | < 0.1% |
| 26.0 | 13 | < 0.1% |
| (Missing) | 338561 |
| Value | Count | Frequency (%) |
| 14.0 | 18 | |
| 26.0 | 13 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 31 | |
| 0 | 31 | |
| 1 | 18 | |
| 4 | 18 | |
| 2 | 13 | |
| 6 | 13 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 93 | |
| Other Punctuation | 31 | 25.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 31 | |
| 1 | 18 | |
| 4 | 18 | |
| 2 | 13 | |
| 6 | 13 |
| Value | Count | Frequency (%) |
| . | 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 124 |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 31 | |
| 0 | 31 | |
| 1 | 18 | |
| 4 | 18 | |
| 2 | 13 | |
| 6 | 13 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 124 |
Most frequent character per block
| Value | Count | Frequency (%) |
| . | 31 | |
| 0 | 31 | |
| 1 | 18 | |
| 4 | 18 | |
| 2 | 13 | |
| 6 | 13 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.645511412 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7493408244 |
|---|---|
| Coefficient of variation (CV) | 0.455384763 |
| Kurtosis | 11.88427302 |
| Mean | 1.645511412 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.238450502 |
| Sum | 557157 |
| Variance | 0.5615116711 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 157548 | |
| 1 | 155859 | |
| 3 | 19804 | 5.8% |
| 4 | 2958 | 0.9% |
| 5 | 1015 | 0.3% |
| 7 | 837 | 0.2% |
| 8 | 299 | 0.1% |
| 6 | 272 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 155859 | |
| 2 | 157548 | |
| 3 | 19804 | 5.8% |
| 4 | 2958 | 0.9% |
| 5 | 1015 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 299 | 0.1% |
| 7 | 837 | 0.2% |
| 6 | 272 | 0.1% |
| 5 | 1015 | 0.3% |
| 4 | 2958 |
| Distinct | 141 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.137808926 |
|---|---|
| Minimum | 0 |
| Maximum | 212 |
| Zeros | 322947 |
| Zeros (%) | 95.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 212 |
| Range | 212 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 22.77716081 |
|---|---|
| Coefficient of variation (CV) | 5.504642968 |
| Kurtosis | 39.92066535 |
| Mean | 4.137808926 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.1903803 |
| Sum | 1401029 |
| Variance | 518.7990546 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 322947 | |
| 19 | 183 | 0.1% |
| 11 | 181 | 0.1% |
| 14 | 179 | 0.1% |
| 1 | 176 | 0.1% |
| 18 | 171 | 0.1% |
| 7 | 162 | < 0.1% |
| 13 | 162 | < 0.1% |
| 92 | 161 | < 0.1% |
| 78 | 160 | < 0.1% |
| Other values (131) | 14110 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 322947 | |
| 1 | 176 | 0.1% |
| 2 | 134 | < 0.1% |
| 3 | 136 | < 0.1% |
| 4 | 117 | < 0.1% |
| Value | Count | Frequency (%) |
| 212 | 14 | < 0.1% |
| 211 | 15 | < 0.1% |
| 210 | 14 | < 0.1% |
| 209 | 42 | |
| 208 | 76 |
| Distinct | 139 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.106169077 |
|---|---|
| Minimum | 0 |
| Maximum | 162 |
| Zeros | 322947 |
| Zeros (%) | 95.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 162 |
| Range | 162 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.34855447 |
|---|---|
| Coefficient of variation (CV) | 5.38824475 |
| Kurtosis | 58.02974961 |
| Mean | 2.106169077 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.862258032 |
| Sum | 713132 |
| Variance | 128.7896885 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 322947 | |
| 53 | 375 | 0.1% |
| 55 | 359 | 0.1% |
| 63 | 342 | 0.1% |
| 17 | 342 | 0.1% |
| 52 | 325 | 0.1% |
| 54 | 325 | 0.1% |
| 18 | 310 | 0.1% |
| 56 | 309 | 0.1% |
| 58 | 303 | 0.1% |
| Other values (129) | 12655 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 322947 | |
| 1 | 86 | < 0.1% |
| 2 | 90 | < 0.1% |
| 3 | 102 | < 0.1% |
| 4 | 80 | < 0.1% |
| Value | Count | Frequency (%) |
| 162 | 12 | |
| 161 | 13 | |
| 160 | 16 | |
| 159 | 13 | |
| 158 | 11 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 250525 |
| Missing (%) | 74.0% |
| Memory size | 2.6 MiB |
| E | |
|---|---|
| C | 6880 |
| B | 4166 |
| A | 3394 |
| L | 1398 |
| Other values (4) | 1205 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 88067 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | E |
|---|---|
| 2nd row | E |
| 3rd row | E |
| 4th row | E |
| 5th row | E |
| Value | Count | Frequency (%) |
| E | 71024 | 21.0% |
| C | 6880 | 2.0% |
| B | 4166 | 1.2% |
| A | 3394 | 1.0% |
| L | 1398 | 0.4% |
| H | 513 | 0.2% |
| G | 337 | 0.1% |
| F | 234 | 0.1% |
| D | 121 | < 0.1% |
| (Missing) | 250525 |
| Value | Count | Frequency (%) |
| e | 71024 | |
| c | 6880 | 7.8% |
| b | 4166 | 4.7% |
| a | 3394 | 3.9% |
| l | 1398 | 1.6% |
| h | 513 | 0.6% |
| g | 337 | 0.4% |
| f | 234 | 0.3% |
| d | 121 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 71024 | |
| C | 6880 | 7.8% |
| B | 4166 | 4.7% |
| A | 3394 | 3.9% |
| L | 1398 | 1.6% |
| H | 513 | 0.6% |
| G | 337 | 0.4% |
| F | 234 | 0.3% |
| D | 121 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 88067 |
Most frequent character per category
| Value | Count | Frequency (%) |
| E | 71024 | |
| C | 6880 | 7.8% |
| B | 4166 | 4.7% |
| A | 3394 | 3.9% |
| L | 1398 | 1.6% |
| H | 513 | 0.6% |
| G | 337 | 0.4% |
| F | 234 | 0.3% |
| D | 121 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 88067 |
Most frequent character per script
| Value | Count | Frequency (%) |
| E | 71024 | |
| C | 6880 | 7.8% |
| B | 4166 | 4.7% |
| A | 3394 | 3.9% |
| L | 1398 | 1.6% |
| H | 513 | 0.6% |
| G | 337 | 0.4% |
| F | 234 | 0.3% |
| D | 121 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 88067 |
Most frequent character per block
| Value | Count | Frequency (%) |
| E | 71024 | |
| C | 6880 | 7.8% |
| B | 4166 | 4.7% |
| A | 3394 | 3.9% |
| L | 1398 | 1.6% |
| H | 513 | 0.6% |
| G | 337 | 0.4% |
| F | 234 | 0.3% |
| D | 121 | 0.1% |
SyubetuCD
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.73259557 |
|---|---|
| Minimum | 11 |
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 13 |
| Q3 | 13 |
| 95-th percentile | 14 |
| Maximum | 19 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.480650616 |
|---|---|
| Coefficient of variation (CV) | 0.1162881996 |
| Kurtosis | 5.517360522 |
| Mean | 12.73259557 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.862398938 |
| Sum | 4311155 |
| Variance | 2.192326245 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 108174 | |
| 13 | 89410 | |
| 14 | 70494 | |
| 11 | 58656 | |
| 18 | 6697 | 2.0% |
| 19 | 5161 | 1.5% |
| Value | Count | Frequency (%) |
| 11 | 58656 | |
| 12 | 108174 | |
| 13 | 89410 | |
| 14 | 70494 | |
| 18 | 6697 | 2.0% |
| Value | Count | Frequency (%) |
| 19 | 5161 | 1.5% |
| 18 | 6697 | 2.0% |
| 14 | 70494 | |
| 13 | 89410 | |
| 12 | 108174 |
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| A03 | |
|---|---|
| 003 | |
| 023 | |
| A04 | |
| A00 | |
| Other values (26) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1015776 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A03 |
|---|---|
| 2nd row | A04 |
| 3rd row | A04 |
| 4th row | A03 |
| 5th row | A03 |
| Value | Count | Frequency (%) |
| A03 | 120825 | |
| 003 | 81074 | |
| 023 | 40734 | 12.0% |
| A04 | 25424 | 7.5% |
| A00 | 25137 | 7.4% |
| 000 | 11795 | 3.5% |
| N04 | 6258 | 1.8% |
| N01 | 5979 | 1.8% |
| 020 | 5503 | 1.6% |
| N03 | 3000 | 0.9% |
| Other values (21) | 12863 | 3.8% |
| Value | Count | Frequency (%) |
| a03 | 120825 | |
| 003 | 81074 | |
| 023 | 40734 | 12.0% |
| a04 | 25424 | 7.5% |
| a00 | 25137 | 7.4% |
| 000 | 11795 | 3.5% |
| n04 | 6258 | 1.8% |
| n01 | 5979 | 1.8% |
| 020 | 5503 | 1.6% |
| n03 | 3000 | 0.9% |
| Other values (21) | 12863 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 472178 | |
| 3 | 246900 | |
| A | 173457 | 17.1% |
| 2 | 54578 | 5.4% |
| 4 | 37131 | 3.7% |
| N | 20881 | 2.1% |
| 1 | 10058 | 1.0% |
| M | 593 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 820845 | |
| Uppercase Letter | 194931 | 19.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 472178 | |
| 3 | 246900 | |
| 2 | 54578 | 6.6% |
| 4 | 37131 | 4.5% |
| 1 | 10058 | 1.2% |
| Value | Count | Frequency (%) |
| A | 173457 | |
| N | 20881 | 10.7% |
| M | 593 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 820845 | |
| Latin | 194931 | 19.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 472178 | |
| 3 | 246900 | |
| 2 | 54578 | 6.6% |
| 4 | 37131 | 4.5% |
| 1 | 10058 | 1.2% |
| Value | Count | Frequency (%) |
| A | 173457 | |
| N | 20881 | 10.7% |
| M | 593 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1015776 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 472178 | |
| 3 | 246900 | |
| A | 173457 | 17.1% |
| 2 | 54578 | 5.4% |
| 4 | 37131 | 3.7% |
| N | 20881 | 2.1% |
| 1 | 10058 | 1.0% |
| M | 593 | 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 338592 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 3 | 162725 | |
| 4 | 138594 | |
| 1 | 20984 | 6.2% |
| 2 | 16289 | 4.8% |
| Value | Count | Frequency (%) |
| 3 | 162725 | |
| 4 | 138594 | |
| 1 | 20984 | 6.2% |
| 2 | 16289 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 162725 | |
| 4 | 138594 | |
| 1 | 20984 | 6.2% |
| 2 | 16289 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 338592 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 3 | 162725 | |
| 4 | 138594 | |
| 1 | 20984 | 6.2% |
| 2 | 16289 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 338592 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 3 | 162725 | |
| 4 | 138594 | |
| 1 | 20984 | 6.2% |
| 2 | 16289 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 338592 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 3 | 162725 | |
| 4 | 138594 | |
| 1 | 20984 | 6.2% |
| 2 | 16289 | 4.8% |
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1655.659082 |
|---|---|
| Minimum | 1000 |
| Maximum | 4260 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1200 |
| Q1 | 1400 |
| median | 1600 |
| Q3 | 1800 |
| 95-th percentile | 2400 |
| Maximum | 4260 |
| Range | 3260 |
| Interquartile range (IQR) | 400 |
Descriptive statistics
| Standard deviation | 428.5184892 |
|---|---|
| Coefficient of variation (CV) | 0.2588204865 |
| Kurtosis | 3.330046133 |
| Mean | 1655.659082 |
| Median Absolute Deviation (MAD) | 200 |
| Skewness | 1.406640369 |
| Sum | 560592920 |
| Variance | 183628.0956 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1800 | 78345 | |
| 1200 | 69466 | |
| 1400 | 55219 | |
| 1600 | 44069 | |
| 2000 | 29701 | 8.8% |
| 1700 | 13212 | 3.9% |
| 2400 | 7402 | 2.2% |
| 2200 | 6591 | 1.9% |
| 1000 | 6436 | 1.9% |
| 1900 | 3776 | 1.1% |
| Other values (39) | 24375 | 7.2% |
| Value | Count | Frequency (%) |
| 1000 | 6436 | 1.9% |
| 1150 | 1408 | 0.4% |
| 1200 | 69466 | |
| 1300 | 3365 | 1.0% |
| 1400 | 55219 |
| Value | Count | Frequency (%) |
| 4260 | 11 | < 0.1% |
| 4250 | 110 | |
| 4100 | 113 | |
| 3930 | 116 | |
| 3900 | 133 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 0 | |
|---|---|
| 2000 | 10 |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.000088602 |
| Min length | 1 |
Characters and Unicode
| Total characters | 338622 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 338582 | |
| 2000 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 338582 | |
| 2000 | 10 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 338612 | |
| 2 | 10 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 338622 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 338612 | |
| 2 | 10 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 338622 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 338612 | |
| 2 | 10 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 338622 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 338612 | |
| 2 | 10 | < 0.1% |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.90511294 |
|---|---|
| Minimum | 10 |
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 17 |
| median | 23 |
| Q3 | 24 |
| 95-th percentile | 24 |
| Maximum | 57 |
| Range | 47 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 7.666498496 |
|---|---|
| Coefficient of variation (CV) | 0.3667283941 |
| Kurtosis | 8.530745825 |
| Mean | 20.90511294 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.30592168 |
| Sum | 7078304 |
| Variance | 58.77519919 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 119996 | |
| 17 | 65207 | |
| 23 | 51257 | |
| 11 | 44554 | 13.2% |
| 18 | 40557 | 12.0% |
| 52 | 6182 | 1.8% |
| 54 | 4362 | 1.3% |
| 12 | 3634 | 1.1% |
| 10 | 1394 | 0.4% |
| 56 | 997 | 0.3% |
| Other values (3) | 452 | 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1394 | 0.4% |
| 11 | 44554 | |
| 12 | 3634 | 1.1% |
| 17 | 65207 | |
| 18 | 40557 |
| Value | Count | Frequency (%) |
| 57 | 94 | < 0.1% |
| 56 | 997 | 0.3% |
| 55 | 223 | 0.1% |
| 54 | 4362 | |
| 52 | 6182 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| PaySanrenpukuNinki3 | PaySanrentanKumi1 | PaySanrentanPay1 | PaySanrentanNinki1 | PaySanrentanKumi2 | PaySanrentanPay2 | PaySanrentanNinki2 | PaySanrentanKumi3 | PaySanrentanPay3 | PaySanrentanNinki3 | YoubiCD | TokuNum | Nkai | GradeCD | SyubetuCD | KigoCD | JyuryoCD | Kyori | KyoriBefore | TrackCD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | nan | 161505 | 15490 | 27 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | E | 13 | A03 | 1 | 1200 | 0 | 17 |
| 1 | nan | 80901 | 4130 | 3 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | E | 13 | A04 | 4 | 1200 | 0 | 17 |
| 2 | nan | 40805 | 3180 | 3 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | E | 13 | A04 | 4 | 1200 | 0 | 17 |
| 3 | nan | 151606 | 731480 | 1833 | nan | nan | nan | nan | nan | nan | 3 | 0 | 0 | E | 14 | A03 | 1 | 1200 | 0 | 11 |
| 4 | nan | 161505 | 15490 | 27 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | E | 13 | A03 | 1 | 1200 | 0 | 17 |
| 5 | nan | 91216 | 44600 | 136 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | E | 13 | A04 | 4 | 1200 | 0 | 17 |
| 6 | nan | 10812 | 310660 | 672 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | E | 13 | A03 | 4 | 1200 | 0 | 17 |
| 7 | nan | 160607 | 23430 | 55 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | NaN | 14 | 003 | 4 | 1200 | 0 | 17 |
| 8 | nan | 141612 | 3015110 | 2280 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | E | 14 | 000 | 1 | 1200 | 0 | 17 |
| 9 | nan | 140811 | 6330 | 4 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 14 | 003 | 4 | 1200 | 0 | 11 |
Last rows
| PaySanrenpukuNinki3 | PaySanrentanKumi1 | PaySanrentanPay1 | PaySanrentanNinki1 | PaySanrentanKumi2 | PaySanrentanPay2 | PaySanrentanNinki2 | PaySanrentanKumi3 | PaySanrentanPay3 | PaySanrentanNinki3 | YoubiCD | TokuNum | Nkai | GradeCD | SyubetuCD | KigoCD | JyuryoCD | Kyori | KyoriBefore | TrackCD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 338582 | nan | 20508 | 4340 | 7 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | E | 11 | M01 | 2 | 1200 | 0 | 17 |
| 338583 | nan | 20508 | 4340 | 7 | nan | nan | nan | nan | nan | nan | 1 | 0 | 0 | E | 11 | M01 | 2 | 1200 | 0 | 17 |
| 338584 | nan | 21301 | 83220 | 263 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 12 | 023 | 3 | 1200 | 0 | 17 |
| 338585 | nan | 81506 | 373540 | 900 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 12 | 023 | 3 | 2000 | 0 | 17 |
| 338586 | nan | 40212 | 14520 | 28 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 13 | A03 | 4 | 1000 | 0 | 24 |
| 338587 | nan | 100801 | 39160 | 127 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 13 | 004 | 4 | 1200 | 0 | 17 |
| 338588 | nan | 100602 | 13830 | 34 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | E | 13 | N01 | 2 | 1800 | 0 | 17 |
| 338589 | nan | 71406 | 6500 | 9 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 11 | A03 | 3 | 1200 | 0 | 17 |
| 338590 | nan | 50904 | 280990 | 613 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 12 | 003 | 3 | 2000 | 0 | 17 |
| 338591 | nan | 100914 | 173200 | 453 | nan | nan | nan | nan | nan | nan | 2 | 0 | 0 | NaN | 11 | A03 | 3 | 1800 | 0 | 17 |
Most frequent
| PaySanrenpukuNinki3 | PaySanrentanKumi1 | PaySanrentanPay1 | PaySanrentanNinki1 | PaySanrentanKumi2 | PaySanrentanPay2 | PaySanrentanNinki2 | PaySanrentanKumi3 | PaySanrentanPay3 | PaySanrentanNinki3 | YoubiCD | TokuNum | Nkai | GradeCD | SyubetuCD | KigoCD | JyuryoCD | Kyori | KyoriBefore | TrackCD | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3.00 | 60502 | 6880 | 51 | 60,508.00 | 13,310.00 | 109.00 | 60,514.00 | 4,620.00 | 26.00 | 1 | 0 | 0 | E | 13 | A04 | 1 | 1200 | 0 | 24 | 13 |